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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

SAME - Stateless Agent Memory Engine

Needs Setup
8

Persistent memory for AI coding agents. Local-first SQLite + vector search, 12 MCP tools.

Fitness Coach

8

A comprehensive fitness coaching MCP server that enables AI assistants to track workouts, log nutrition, and generate personalized fitness plans using a unified data layer.

7 tools

Document Indexer

8

A local document indexing and semantic search server that uses LanceDB and local LLMs via Ollama to provide natural language querying and summarization of personal file collections.

5 tools

weft

8

Local-first knowledge graph for browser tabs. Louvain clustering, PageRank, MCP server for AI assistants, Chrome extension, CLI. 100% private.

mcpforge

8

Godot MCP

8

Provides a comprehensive integration between LLMs and the Godot Engine, enabling AI assistants to intelligently manipulate project files, scripts, and the live editor. It supports advanced workflows including version-aware documentation querying, automated E2E game testing, and real-time visual context capture.

MeiGen-AI-Design-MCP

8

MeiGen-AI-Design-MCP — Turn Claude Code / OpenClaw into your local Lovart. Local ComfyUI, 1,300+ prompt library, multi-direction parallel generation.

nmap-mcp

8

MCP server for AI-powered network scanning with Nmap. Port scanning, service detection, OS fingerprinting, and vulnerability scanning for AI agents. By Vorota AI.

Ethereum Name Service (ENS)

8

A toolset for interacting with the Ethereum Name Service (ENS) to resolve names, look up addresses, retrieve metadata, and check registration status across multiple Ethereum providers.

8 tools

Tavily Search

8

A specialized MCP server that integrates Tavily's AI-optimized search engine to provide high-quality web results, direct question answering, and context generation for RAG applications.

3 tools

serkan-ozal-driflyte-mcp-server

Validated
8

A specialized RAG-focused MCP server that enables AI assistants to search and retrieve topic-specific knowledge from recursively crawled web pages and GitHub repositories.

2 tools

Perplexity Search

8

A specialized MCP server that provides access to Perplexity AI's real-time search and chat completion capabilities with built-in templates for technical documentation, security analysis, and code reviews.

1 tool

Google Programmable Search Engine

8

A Google Programmable Search Engine integration for MCP that provides advanced web search capabilities including safe search, language filtering, and pagination.

1 tool

jupyter-mcp-server

8

A comprehensive MCP server that enables AI models to connect to, manage, and execute code within multiple Jupyter Notebooks with support for multi-modal outputs like charts and tables.

12 tools

Python Code Interpreter

8

A secure Python code execution environment that allows LLMs to run arbitrary Python code, manage files, and install packages in isolated contexts with variable extraction.

4 tools

Background Job

8

A robust process management server that allows AI agents to execute, monitor, and interact with long-running shell commands asynchronously.

7 tools

WordPress Trac

8

Converts WordPress Trac into an AI-accessible knowledge base, allowing tools to search thousands of tickets, retrieve code changesets, and monitor development activity.

7 tools

MBBank

8

A read-only financial monitoring MCP server for MBBank that enables users to track balances, transaction history, savings accounts, and card details.

8 tools

Mathematica Docs

8

MCP (Model Context Protocol) Server. Integrates with Wolfram Mathematica's documentation to provide access to function details, package symbols, and computational capabilities for mathematical modeling and scientific computing tasks.

2 tools

Haiguitang Lateral Thinking Puzzles

8

An interactive lateral thinking puzzle (Haiguitang) server where users solve mysterious scenarios through yes/no questions directed at an AI host.

3 tools

gitlab-mcp-server

Validated
8

A comprehensive GitLab MCP server that enables AI agents to perform automated code reviews, manage merge requests, and send notifications via GitLab or Lark (Feishu).

13 tools

Git Commit Aider

8

A specialized MCP server that allows AI models to commit staged Git changes while automatically tagging the committer name with '(aider)' for contribution tracking and analysis.

1 tool

Specification

8

An MCP server that provides searchable access to the complete Model Context Protocol specification, allowing LLMs to retrieve detailed documentation on sections like Tools, Resources, and Connection Lifecycles.

Tavily

8

A specialized MCP server that integrates with the Tavily API to provide AI-optimized web search, question-answering capabilities, and deep content extraction from URLs.

4 tools

Confluence

8

MCP (Model Context Protocol) Server. Integrates with Atlassian Confluence to enable direct retrieval, searching, creation, and updating of wiki pages without switching contexts.

9 tools

ArtifactHub

8

MCP (Model Context Protocol) Server. Provides a bridge to Artifact Hub's Helm chart repository, enabling quick retrieval, searching, and analysis of Helm chart configurations, templates, and default values directly within conversations.

5 tools

DaisyUI

8

A token-efficient MCP server that provides full documentation, syntax, and class examples for over 60 DaisyUI components to assist in Tailwind CSS development.

2 tools

mcp-domaintools

8

A comprehensive network and domain analysis toolset for DNS lookups, WHOIS queries, ICMP/HTTP pinging, and TLS certificate validation via MCP.

7 tools

WaterCrawl

8

A comprehensive web scraping and crawling MCP server that enables AI models to search the web, extract content from URLs, and manage crawler tasks efficiently.

6 tools

Azure Pricing

8

MCP (Model Context Protocol) Server. Integrates with Microsoft's Azure Retail Prices API to provide service family listings, product filtering, and monthly cost calculations for cloud pricing analysis and budget planning workflows.

4 tools